Data Dictionary
| Attribute | Description |
|---|---|
| Age | Age of a patient [years] |
| Sex | Sex of the patient [M: Male, F: Female] |
| ChestPainType | Chest pain type [TA: Typical Angina, ATA: Atypical Angina, NAP: Non-Anginal Pain, ASY: Asymptomatic] |
| RestingBP | Resting blood pressure [mm Hg] |
| Cholesterol | Serum cholesterol [mm/dl] |
| FastingBS | Fasting blood sugar [1: if FastingBS > 120 mg/dl, 0: otherwise] |
| RestingECG | Resting electrocardiogram results [Normal: Normal, ST: having ST-T wave abnormality (T wave inversions and/or ST elevation or depression of > 0.05 mV), LVH: showing probable or definite left ventricular hypertrophy by Estes' criteria] |
| MaxHR | Maximum heart rate achieved [Numeric value between 60 and 202] |
| ExerciseAngina | Exercise-induced angina [Y: Yes, N: No] |
| Oldpeak | ST depression induced by exercise relative to rest [Numeric value measured in depression] |
| ST_Slope | The slope of the peak exercise ST segment [Up: upsloping, Flat: flat, Down: downsloping] |
| HeartDisease | Output class [1: heart disease, 0: Normal] |
Importing all the necessary libraries used for visualization and modeling
#libraries for Data Processing and Calculations
import pandas as pd
import numpy as np
# libraries for Visualization
import seaborn as sns
import matplotlib.pyplot as plt
%matplotlib inline
import plotly.express as px
#libraries for Machine learning models
from sklearn.preprocessing import StandardScaler #Standardization
from sklearn.model_selection import train_test_split, GridSearchCV #GridSearchCV: Decision Tree
from sklearn.metrics import accuracy_score ,confusion_matrix,classification_report, plot_roc_curve,roc_curve
from sklearn.neighbors import KNeighborsClassifier
from sklearn.svm import SVC
from sklearn.tree import DecisionTreeClassifier
# import warnings and filter warning
import warnings
warnings.filterwarnings('ignore')
# importing the data file "heart.csv" and storing it as a dataframe df.
df = pd.read_csv('heart.csv')
# Head view of the data imported
df.head()
| Age | Sex | ChestPainType | RestingBP | Cholesterol | FastingBS | RestingECG | MaxHR | ExerciseAngina | Oldpeak | ST_Slope | HeartDisease | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 40 | M | ATA | 140 | 289 | 0 | Normal | 172 | N | 0.0 | Up | 0 |
| 1 | 49 | F | NAP | 160 | 180 | 0 | Normal | 156 | N | 1.0 | Flat | 1 |
| 2 | 37 | M | ATA | 130 | 283 | 0 | ST | 98 | N | 0.0 | Up | 0 |
| 3 | 48 | F | ASY | 138 | 214 | 0 | Normal | 108 | Y | 1.5 | Flat | 1 |
| 4 | 54 | M | NAP | 150 | 195 | 0 | Normal | 122 | N | 0.0 | Up | 0 |
a) Get a description, general information, data types, and shape of the dataset.
# describing the dataset
df.describe()
| Age | RestingBP | Cholesterol | FastingBS | MaxHR | Oldpeak | HeartDisease | |
|---|---|---|---|---|---|---|---|
| count | 918.000000 | 918.000000 | 918.000000 | 918.000000 | 918.000000 | 918.000000 | 918.000000 |
| mean | 53.510893 | 132.396514 | 198.799564 | 0.233115 | 136.809368 | 0.887364 | 0.553377 |
| std | 9.432617 | 18.514154 | 109.384145 | 0.423046 | 25.460334 | 1.066570 | 0.497414 |
| min | 28.000000 | 0.000000 | 0.000000 | 0.000000 | 60.000000 | -2.600000 | 0.000000 |
| 25% | 47.000000 | 120.000000 | 173.250000 | 0.000000 | 120.000000 | 0.000000 | 0.000000 |
| 50% | 54.000000 | 130.000000 | 223.000000 | 0.000000 | 138.000000 | 0.600000 | 1.000000 |
| 75% | 60.000000 | 140.000000 | 267.000000 | 0.000000 | 156.000000 | 1.500000 | 1.000000 |
| max | 77.000000 | 200.000000 | 603.000000 | 1.000000 | 202.000000 | 6.200000 | 1.000000 |
Observation: The minimum value of the Oldpeak is a negative entry.
# getting the categorical features
df.describe(include='object')
| Sex | ChestPainType | RestingECG | ExerciseAngina | ST_Slope | |
|---|---|---|---|---|---|
| count | 918 | 918 | 918 | 918 | 918 |
| unique | 2 | 4 | 3 | 2 | 3 |
| top | M | ASY | Normal | N | Flat |
| freq | 725 | 496 | 552 | 547 | 460 |
Observation: Chest Pain Type is Asymptomatic with having records of 496 out of 918 entries.
# getting information about the data
df.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 918 entries, 0 to 917 Data columns (total 12 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Age 918 non-null int64 1 Sex 918 non-null object 2 ChestPainType 918 non-null object 3 RestingBP 918 non-null int64 4 Cholesterol 918 non-null int64 5 FastingBS 918 non-null int64 6 RestingECG 918 non-null object 7 MaxHR 918 non-null int64 8 ExerciseAngina 918 non-null object 9 Oldpeak 918 non-null float64 10 ST_Slope 918 non-null object 11 HeartDisease 918 non-null int64 dtypes: float64(1), int64(6), object(5) memory usage: 86.2+ KB
Observation: This dataset observed to have no null-values, 918 entries are found in all columns.
# getting the data types present in the dataframe
df.dtypes
Age int64 Sex object ChestPainType object RestingBP int64 Cholesterol int64 FastingBS int64 RestingECG object MaxHR int64 ExerciseAngina object Oldpeak float64 ST_Slope object HeartDisease int64 dtype: object
Observation: In this dataset, we have 5 categorical features and 7 numeric features.
#shape of the dataset
df.shape
(918, 12)
Observation: The dataset has 918 rows and 12 columns in it.
b) Determine the frequency of distinct values for each feature in the dataset.
#Display the distinct values for features
df.nunique()
Age 50 Sex 2 ChestPainType 4 RestingBP 67 Cholesterol 222 FastingBS 2 RestingECG 3 MaxHR 119 ExerciseAngina 2 Oldpeak 53 ST_Slope 3 HeartDisease 2 dtype: int64
Observation: Out Target Label has 2 distinct values 0 and 1.
c) Plot all features in the dataset to check distribution using a histogram.
# displaying standard histogram with target variable.
sns.set()
df.hist(figsize=(8,8))
plt.show()
Plotting all numeric features against our target label "HeartDisease" to figure out the relation between them.
# visual plot size
plt.figure(figsize=(18,18))
# Age vs HeartDisease
plt.subplot(3,2,1)
plt.style.use('seaborn')
plt.tight_layout()
sns.set_context('poster')
sns.histplot(data=df, x='Age', hue="HeartDisease",multiple="stack",palette='rocket')
plt.title('Age vs HeartDisease')
# RestingBP vs HeartDisease
plt.subplot(3,2,2)
plt.style.use('seaborn')
plt.tight_layout()
sns.set_context('poster')
sns.histplot(data=df, x='RestingBP', hue="HeartDisease",multiple="stack",palette='rocket')
plt.title('RestingBP vs HeartDisease')
# Cholesterol vs HeartDisease
plt.subplot(3,2,3)
plt.style.use('seaborn')
plt.tight_layout()
sns.set_context('poster')
sns.histplot(data=df, x='Cholesterol', hue="HeartDisease",multiple="stack",palette='rocket')
plt.title('Cholesterol vs HeartDisease')
# FastingBS vs HeartDisease
plt.subplot(3,2,4)
plt.style.use('seaborn')
plt.tight_layout()
sns.set_context('poster')
sns.histplot(data=df, x='FastingBS', hue="HeartDisease",multiple="stack",palette='rocket')
plt.title('FastingBS vs HeartDisease')
# MaxHR vs HeartDisease
plt.subplot(3,2,5)
plt.style.use('seaborn')
plt.tight_layout()
sns.set_context('poster')
sns.histplot(data=df, x='MaxHR', hue="HeartDisease",multiple="stack",palette='rocket')
plt.title('MaxHR vs HeartDisease')
# Oldpeak vs HeartDisease
plt.subplot(3,2,6)
plt.style.use('seaborn')
plt.tight_layout()
sns.set_context('poster')
sns.histplot(data=df, x='Oldpeak', hue="HeartDisease",multiple="stack",palette='rocket')
plt.title('Oldpeak vs HeartDisease')
plt.show()
Observation:
d) Use a correlation matrix to check for correlation between predictor variables and drop correlated features (> 0.5).
#determine the correlation matrix
df.corr()
| Age | RestingBP | Cholesterol | FastingBS | MaxHR | Oldpeak | HeartDisease | |
|---|---|---|---|---|---|---|---|
| Age | 1.000000 | 0.254399 | -0.095282 | 0.198039 | -0.382045 | 0.258612 | 0.282039 |
| RestingBP | 0.254399 | 1.000000 | 0.100893 | 0.070193 | -0.112135 | 0.164803 | 0.107589 |
| Cholesterol | -0.095282 | 0.100893 | 1.000000 | -0.260974 | 0.235792 | 0.050148 | -0.232741 |
| FastingBS | 0.198039 | 0.070193 | -0.260974 | 1.000000 | -0.131438 | 0.052698 | 0.267291 |
| MaxHR | -0.382045 | -0.112135 | 0.235792 | -0.131438 | 1.000000 | -0.160691 | -0.400421 |
| Oldpeak | 0.258612 | 0.164803 | 0.050148 | 0.052698 | -0.160691 | 1.000000 | 0.403951 |
| HeartDisease | 0.282039 | 0.107589 | -0.232741 | 0.267291 | -0.400421 | 0.403951 | 1.000000 |
# visualizing the correlation with heat map
plt.figure(figsize=(10,8))
sns.heatmap(df.corr(), annot=True, cmap = 'coolwarm')
plt.title('Correlation Between Features')
plt.show()
Observation: There are no features having correlation greater than 0.5. Hence, we will not drop any feature column.
a) Check and drop duplicate and missing values, if it’s the case.
#Checking missing values
df.isnull().sum()
Age 0 Sex 0 ChestPainType 0 RestingBP 0 Cholesterol 0 FastingBS 0 RestingECG 0 MaxHR 0 ExerciseAngina 0 Oldpeak 0 ST_Slope 0 HeartDisease 0 dtype: int64
Observation: There is no missing values in any of the features columns.
#Checking duplicate values
df.duplicated().sum()
0
Observation: There is no duplicate values present in the data.
b) Check and manage imbalance class, if needed.
#Checking the count of the target label
df.HeartDisease.value_counts()
1 508 0 410 Name: HeartDisease, dtype: int64
plt.figure(figsize=(5,5))
sns.countplot(x='HeartDisease',data=df,palette='rocket')
plt.title("Heart Disease")
plt.show()
Observation: The count shown of 0 is 410 and 1 is 508. Their no imbalance found in the data.
c) Check (Use boxplots) and take care of outliers (e.g. Cholesterol, Oldpeak) by completing imputation.
# boxplot of all the features
plt.figure(figsize=(20,18))
sns.boxplot(data = df)
plt.show()
import plotly.graph_objs as go
from plotly.subplots import make_subplots
fig = make_subplots(rows=2, cols=3)
fig.add_trace(go.Box(x=df["Age"], name="Age"), row=1, col=1)
fig.add_trace(go.Box(x=df["RestingBP"], name="RestingBP"), row=1, col=2)
fig.add_trace(go.Box(x=df["Cholesterol"], name="Cholesterol"), row=1, col=3)
fig.add_trace(go.Box(x=df["FastingBS"], name="FastingBS"), row=2, col=1)
fig.add_trace(go.Box(x=df["MaxHR"], name="MaxHR"), row=2, col=2)
fig.add_trace(go.Box(x=df["Oldpeak"], name="Oldpeak"), row=2, col=3)
fig.show()
# Exactly detecting outliers
def outliers_detection(df_column):
Q3, Q1 = np.percentile(df_column, [75 ,25])
IQR = Q3 - Q1
print('Q1: ',Q1)
print('Q3: ',Q3)
print('Inter Quartile Range: ',IQR)
print('Outliers lie before', Q1-1.5*IQR, 'and beyond', Q3+1.5*IQR)
print('Number of Rows with Left Extreme Outliers:', len(df[df_column <Q1-1.5*IQR]))
print('Number of Rows with Right Extreme Outliers:', len(df[df_column>Q3+1.5*IQR]))
print('=' *45)
numeric_col=df.describe().columns.to_list()
for column in numeric_col:
if (column == 'HeartDisease'):
break
else:
outliers_detection(df[column])
Q1: 47.0 Q3: 60.0 Inter Quartile Range: 13.0 Outliers lie before 27.5 and beyond 79.5 Number of Rows with Left Extreme Outliers: 0 Number of Rows with Right Extreme Outliers: 0 ============================================= Q1: 120.0 Q3: 140.0 Inter Quartile Range: 20.0 Outliers lie before 90.0 and beyond 170.0 Number of Rows with Left Extreme Outliers: 2 Number of Rows with Right Extreme Outliers: 26 ============================================= Q1: 173.25 Q3: 267.0 Inter Quartile Range: 93.75 Outliers lie before 32.625 and beyond 407.625 Number of Rows with Left Extreme Outliers: 172 Number of Rows with Right Extreme Outliers: 11 ============================================= Q1: 0.0 Q3: 0.0 Inter Quartile Range: 0.0 Outliers lie before 0.0 and beyond 0.0 Number of Rows with Left Extreme Outliers: 0 Number of Rows with Right Extreme Outliers: 214 ============================================= Q1: 120.0 Q3: 156.0 Inter Quartile Range: 36.0 Outliers lie before 66.0 and beyond 210.0 Number of Rows with Left Extreme Outliers: 2 Number of Rows with Right Extreme Outliers: 0 ============================================= Q1: 0.0 Q3: 1.5 Inter Quartile Range: 1.5 Outliers lie before -2.25 and beyond 3.75 Number of Rows with Left Extreme Outliers: 1 Number of Rows with Right Extreme Outliers: 15 =============================================
Observation:
#dropping outlier from RestingBP
df = df[df['RestingBP'] >= 90]
#checking the shape of the data after dropping
df.shape
(916, 12)
#dropping outlier from MaxHR
df = df[df['MaxHR'] >=66]
df.shape
(914, 12)
#dropping outlier from Oldpeak
df = df[df['Oldpeak'] >=-2.25]
df.shape
(913, 12)
#dropping outlier from Cholesterol
df = df[df['Cholesterol'] <=430]
df.shape
(905, 12)
df.info()
<class 'pandas.core.frame.DataFrame'> Int64Index: 905 entries, 0 to 917 Data columns (total 12 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Age 905 non-null int64 1 Sex 905 non-null object 2 ChestPainType 905 non-null object 3 RestingBP 905 non-null int64 4 Cholesterol 905 non-null int64 5 FastingBS 905 non-null int64 6 RestingECG 905 non-null object 7 MaxHR 905 non-null int64 8 ExerciseAngina 905 non-null object 9 Oldpeak 905 non-null float64 10 ST_Slope 905 non-null object 11 HeartDisease 905 non-null int64 dtypes: float64(1), int64(6), object(5) memory usage: 91.9+ KB
d) Convert categorical data into numerical data using one-hot encoding or any other label encoding approach.
One-hot Encoding
#DataFrame using pandas' get_dummies() ' function
df = pd.get_dummies(df, columns=['Sex','ChestPainType','RestingECG','ExerciseAngina','ST_Slope'], drop_first=True)
df.head()
| Age | RestingBP | Cholesterol | FastingBS | MaxHR | Oldpeak | HeartDisease | Sex_M | ChestPainType_ATA | ChestPainType_NAP | ChestPainType_TA | RestingECG_Normal | RestingECG_ST | ExerciseAngina_Y | ST_Slope_Flat | ST_Slope_Up | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 40 | 140 | 289 | 0 | 172 | 0.0 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 1 | 49 | 160 | 180 | 0 | 156 | 1.0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 0 |
| 2 | 37 | 130 | 283 | 0 | 98 | 0.0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 3 | 48 | 138 | 214 | 0 | 108 | 1.5 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 |
| 4 | 54 | 150 | 195 | 0 | 122 | 0.0 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 |
e) Rescale features to a narrow range using a normalization or standardization function.
#StandardScaler() class from scikit-learn
scaler= StandardScaler()
# Splitting the features and target label
df_features = df.drop('HeartDisease',axis = 1)
df_target = pd.DataFrame(df['HeartDisease'])
# standardization of data
object = scaler.fit_transform(df_features)
scale = pd.DataFrame(object,columns=df_features.columns)
scale.head()
| Age | RestingBP | Cholesterol | FastingBS | MaxHR | Oldpeak | Sex_M | ChestPainType_ATA | ChestPainType_NAP | ChestPainType_TA | RestingECG_Normal | RestingECG_ST | ExerciseAngina_Y | ST_Slope_Flat | ST_Slope_Up | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | -1.435646 | 0.407661 | 0.875411 | -0.549689 | 1.385026 | -0.839670 | 0.517211 | 2.064371 | -0.532624 | -0.23141 | 0.820261 | -0.493084 | -0.825927 | -0.996691 | 1.141402 |
| 1 | -0.481633 | 1.521758 | -0.163208 | -0.549689 | 0.751351 | 0.100104 | -1.933448 | -0.484409 | 1.877498 | -0.23141 | 0.820261 | -0.493084 | -0.825927 | 1.003320 | -0.876115 |
| 2 | -1.753650 | -0.149387 | 0.818239 | -0.549689 | -1.545720 | -0.839670 | 0.517211 | 2.064371 | -0.532624 | -0.23141 | -1.219124 | 2.028052 | -0.825927 | -0.996691 | 1.141402 |
| 3 | -0.587634 | 0.296251 | 0.160765 | -0.549689 | -1.149673 | 0.569991 | -1.933448 | -0.484409 | -0.532624 | -0.23141 | 0.820261 | -0.493084 | 1.210760 | 1.003320 | -0.876115 |
| 4 | 0.048374 | 0.964710 | -0.020279 | -0.549689 | -0.595208 | -0.839670 | 0.517211 | -0.484409 | 1.877498 | -0.23141 | 0.820261 | -0.493084 | -0.825927 | -0.996691 | 1.141402 |
a) Partition your data in test (30%) and training (70%).
#train_test_split function is used to split the data
test_size = 0.3
x_train, x_test, y_train, y_test = train_test_split(scale,df_target,test_size=test_size,random_state=42)
x_test.shape, y_test.shape
((272, 15), (272, 1))
x_train.shape,y_train.shape
((633, 15), (633, 1))
b) Use KNN, SVM, and Decision Tree Classifier classifiers to predict the class.
1. K-Nearest Neighbours (KNN)
#K-Nearest Neighbours (KNN)
knn = KNeighborsClassifier(n_neighbors=2)
knn.fit(x_train, y_train)
knn_y_predict = knn.predict(x_test) #test data
knn_cm = confusion_matrix(y_test, knn_y_predict) #confusion matrix
knn_acc = accuracy_score(y_test, knn_y_predict) #accuracy
knn_score = knn.score(x_test, y_test)
print("KNN Score:",knn_score)
print("KNN Accuracy:",knn_acc)
print("_"*50)
fig, ax = plt.subplots(figsize=(5, 5))
sns.heatmap(knn_cm, annot=True, linewidths=0.5,fmt=".0f", ax=ax, cmap='Reds')
ax.set_xlabel("Prediction (Ypred)")
ax.set_ylabel("True Value (Ytrue)")
plt.show()
print("_"*50)
#Classification Report
knn_class_report = classification_report(y_test, knn_y_predict)
print('\n Classification Report \n \n', knn_class_report)
KNN Score: 0.7757352941176471 KNN Accuracy: 0.7757352941176471 __________________________________________________
__________________________________________________
Classification Report
precision recall f1-score support
0 0.67 0.92 0.78 116
1 0.92 0.67 0.77 156
accuracy 0.78 272
macro avg 0.80 0.79 0.78 272
weighted avg 0.81 0.78 0.78 272
Observation: KNN model has given an accuracy of 77 percent
2. Support Vector Machine (SVM)
SVM = SVC(random_state=42)
#Cross validation
from sklearn.model_selection import cross_val_score
svm_acc = cross_val_score(estimator = SVM, X= x_train, y= y_train, cv=5) # into 5 folds
print("Average Accuracies: ",np.mean(svm_acc))
print("Standart Deviation Accuracies: ",np.std(svm_acc))
Average Accuracies: 0.8482689663792025 Standart Deviation Accuracies: 0.024087832717219544
SVM.fit(x_train,y_train) #training
#Testing
print ("SVM Accuracy:", SVM.score(x_test,y_test))
SVM_score = SVM.score(x_test,y_test)
print("_"*50)
#Confusion Matrix for SVM
svmy_predict= SVM.predict(x_test)
svmy_true = y_test
svmCM = confusion_matrix(svmy_true,svmy_predict)
fig, ax = plt.subplots(figsize=(5, 5))
sns.heatmap(knn_cm, annot=True, linewidths=0.5,fmt=".0f", ax=ax, cmap='Reds')
ax.set_xlabel("Prediction (Ypred)")
ax.set_ylabel("True Value (Ytrue)")
plt.show()
print("_"*50)
#Classification Report for SVM
svm_class_report = classification_report(svmy_true,svmy_predict)
print('\n Classification Report \n \n', svm_class_report)
SVM Accuracy: 0.9117647058823529 __________________________________________________
__________________________________________________
Classification Report
precision recall f1-score support
0 0.88 0.92 0.90 116
1 0.94 0.90 0.92 156
accuracy 0.91 272
macro avg 0.91 0.91 0.91 272
weighted avg 0.91 0.91 0.91 272
Observation: SVM model has given an accuracy of 91 percent
Decision Tree
DTC = DecisionTreeClassifier()
#K-fold CV
from sklearn.model_selection import cross_val_score
dt_acc = cross_val_score(estimator = DTC, X= x_train, y=y_train, cv=5)
print("Average Accuracies: ",np.mean(dt_acc))
print("Standart Deviation Accuracies: ",np.std(dt_acc))
Average Accuracies: 0.7519810023747031 Standart Deviation Accuracies: 0.03287641279826567
DTC.fit(x_train,y_train) #training
print("Decision Tree Score: ",DTC.score(x_test,y_test))
DTC_score = DTC.score(x_test,y_test)
print("_"*50)
#Confusion Matrix for DTC
dt_ypredict= DTC.predict(x_test)
dt_ytrue = y_test
dt_cm = confusion_matrix(dt_ytrue,dt_ypredict)
fig, ax = plt.subplots(figsize=(5,5))
sns.heatmap(dt_cm,annot = True, linewidths=0.5,fmt=".0f",ax=ax,cmap='Reds')
plt.xlabel("Prediction(Ypred)")
plt.ylabel("Ytrue")
plt.show()
print("_"*50)
#Classification Report for DTC
dt_class_report = classification_report(dt_ytrue,dt_ypredict)
print('\n Classification Report \n \n', dt_class_report)
Decision Tree Score: 0.7867647058823529 __________________________________________________
__________________________________________________
Classification Report
precision recall f1-score support
0 0.74 0.78 0.76 116
1 0.83 0.79 0.81 156
accuracy 0.79 272
macro avg 0.78 0.79 0.78 272
weighted avg 0.79 0.79 0.79 272
a) Using the function GridSearchCV find the best estimators (criterion, max_depth, min_samples_leaf) for your DT model.
parameter={
"criterion":["gini","entropy"],
"max_depth":list(range(2,20)),
"min_samples_leaf":list(range(5,20))
}
grid=GridSearchCV(DecisionTreeClassifier(),parameter,verbose=2)
grid.fit(x_train,y_train)
Fitting 5 folds for each of 540 candidates, totalling 2700 fits [CV] END ....criterion=gini, max_depth=2, min_samples_leaf=5; total time= 0.0s [CV] END ....criterion=gini, max_depth=2, min_samples_leaf=5; total time= 0.0s [CV] END ....criterion=gini, max_depth=2, min_samples_leaf=5; total time= 0.0s [CV] END ....criterion=gini, max_depth=2, min_samples_leaf=5; total time= 0.0s [CV] END ....criterion=gini, max_depth=2, min_samples_leaf=5; total time= 0.0s [CV] END ....criterion=gini, max_depth=2, min_samples_leaf=6; total time= 0.0s [CV] END ....criterion=gini, max_depth=2, min_samples_leaf=6; total time= 0.0s [CV] END ....criterion=gini, max_depth=2, min_samples_leaf=6; total time= 0.0s [CV] END ....criterion=gini, max_depth=2, min_samples_leaf=6; total time= 0.0s [CV] END ....criterion=gini, max_depth=2, min_samples_leaf=6; total time= 0.0s [CV] END ....criterion=gini, max_depth=2, min_samples_leaf=7; total time= 0.0s [CV] END ....criterion=gini, max_depth=2, min_samples_leaf=7; total time= 0.0s [CV] END ....criterion=gini, max_depth=2, min_samples_leaf=7; total time= 0.0s [CV] END ....criterion=gini, max_depth=2, min_samples_leaf=7; total time= 0.0s [CV] END ....criterion=gini, max_depth=2, min_samples_leaf=7; total time= 0.0s [CV] END ....criterion=gini, max_depth=2, min_samples_leaf=8; total time= 0.0s [CV] END ....criterion=gini, max_depth=2, min_samples_leaf=8; total time= 0.0s [CV] END ....criterion=gini, max_depth=2, min_samples_leaf=8; total time= 0.0s [CV] END ....criterion=gini, max_depth=2, min_samples_leaf=8; total time= 0.0s [CV] END ....criterion=gini, max_depth=2, min_samples_leaf=8; total time= 0.0s [CV] END ....criterion=gini, max_depth=2, min_samples_leaf=9; total time= 0.0s [CV] END ....criterion=gini, max_depth=2, min_samples_leaf=9; total time= 0.0s [CV] END ....criterion=gini, max_depth=2, min_samples_leaf=9; total time= 0.0s [CV] END ....criterion=gini, max_depth=2, min_samples_leaf=9; total time= 0.0s [CV] END ....criterion=gini, max_depth=2, min_samples_leaf=9; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=10; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=10; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=10; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=10; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=10; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=11; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=11; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=11; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=11; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=11; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=12; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=12; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=12; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=12; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=12; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=13; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=13; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=13; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=13; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=13; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=14; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=14; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=14; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=14; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=14; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=15; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=15; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=15; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=15; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=15; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=16; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=16; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=16; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=16; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=16; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=17; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=17; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=17; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=17; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=17; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=18; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=18; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=18; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=18; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=18; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=19; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=19; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=19; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=19; total time= 0.0s [CV] END ...criterion=gini, max_depth=2, min_samples_leaf=19; total time= 0.0s [CV] END ....criterion=gini, max_depth=3, min_samples_leaf=5; total time= 0.0s [CV] END ....criterion=gini, max_depth=3, min_samples_leaf=5; total time= 0.0s [CV] END ....criterion=gini, max_depth=3, min_samples_leaf=5; total time= 0.0s [CV] END ....criterion=gini, max_depth=3, min_samples_leaf=5; total time= 0.0s [CV] END ....criterion=gini, max_depth=3, min_samples_leaf=5; total time= 0.0s [CV] END ....criterion=gini, max_depth=3, min_samples_leaf=6; total time= 0.0s [CV] END ....criterion=gini, max_depth=3, min_samples_leaf=6; total time= 0.0s [CV] END ....criterion=gini, max_depth=3, min_samples_leaf=6; total time= 0.0s [CV] END ....criterion=gini, max_depth=3, min_samples_leaf=6; total time= 0.0s [CV] END ....criterion=gini, max_depth=3, min_samples_leaf=6; total time= 0.0s [CV] END ....criterion=gini, max_depth=3, min_samples_leaf=7; total time= 0.0s [CV] END ....criterion=gini, max_depth=3, min_samples_leaf=7; total time= 0.0s [CV] END ....criterion=gini, max_depth=3, min_samples_leaf=7; total time= 0.0s [CV] END ....criterion=gini, max_depth=3, min_samples_leaf=7; total time= 0.0s [CV] END ....criterion=gini, max_depth=3, min_samples_leaf=7; total time= 0.0s [CV] END ....criterion=gini, max_depth=3, min_samples_leaf=8; total time= 0.0s [CV] END ....criterion=gini, max_depth=3, min_samples_leaf=8; total time= 0.0s [CV] END ....criterion=gini, max_depth=3, min_samples_leaf=8; total time= 0.0s [CV] END ....criterion=gini, max_depth=3, min_samples_leaf=8; total time= 0.0s [CV] END ....criterion=gini, max_depth=3, min_samples_leaf=8; total time= 0.0s [CV] END ....criterion=gini, max_depth=3, min_samples_leaf=9; total time= 0.0s [CV] END ....criterion=gini, max_depth=3, min_samples_leaf=9; total time= 0.0s [CV] END ....criterion=gini, max_depth=3, min_samples_leaf=9; total time= 0.0s [CV] END ....criterion=gini, max_depth=3, min_samples_leaf=9; total time= 0.0s [CV] END ....criterion=gini, max_depth=3, min_samples_leaf=9; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=10; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=10; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=10; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=10; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=10; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=11; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=11; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=11; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=11; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=11; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=12; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=12; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=12; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=12; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=12; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=13; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=13; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=13; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=13; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=13; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=14; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=14; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=14; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=14; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=14; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=15; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=15; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=15; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=15; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=15; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=16; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=16; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=16; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=16; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=16; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=17; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=17; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=17; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=17; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=17; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=18; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=18; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=18; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=18; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=18; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=19; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=19; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=19; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=19; total time= 0.0s [CV] END ...criterion=gini, max_depth=3, min_samples_leaf=19; total time= 0.0s [CV] END ....criterion=gini, max_depth=4, min_samples_leaf=5; total time= 0.0s [CV] END ....criterion=gini, max_depth=4, min_samples_leaf=5; total time= 0.0s [CV] END ....criterion=gini, max_depth=4, min_samples_leaf=5; total time= 0.0s [CV] END ....criterion=gini, max_depth=4, min_samples_leaf=5; total time= 0.0s [CV] END ....criterion=gini, max_depth=4, min_samples_leaf=5; total time= 0.0s [CV] END ....criterion=gini, max_depth=4, min_samples_leaf=6; total time= 0.0s [CV] END ....criterion=gini, max_depth=4, min_samples_leaf=6; total time= 0.0s [CV] END ....criterion=gini, max_depth=4, min_samples_leaf=6; total time= 0.0s [CV] END ....criterion=gini, max_depth=4, min_samples_leaf=6; total time= 0.0s [CV] END ....criterion=gini, max_depth=4, min_samples_leaf=6; total time= 0.0s [CV] END ....criterion=gini, max_depth=4, min_samples_leaf=7; total time= 0.0s [CV] END ....criterion=gini, max_depth=4, min_samples_leaf=7; total time= 0.0s [CV] END ....criterion=gini, max_depth=4, min_samples_leaf=7; total time= 0.0s [CV] END ....criterion=gini, max_depth=4, min_samples_leaf=7; total time= 0.0s [CV] END ....criterion=gini, max_depth=4, min_samples_leaf=7; total time= 0.0s [CV] END ....criterion=gini, max_depth=4, min_samples_leaf=8; total time= 0.0s [CV] END ....criterion=gini, max_depth=4, min_samples_leaf=8; total time= 0.0s [CV] END ....criterion=gini, max_depth=4, min_samples_leaf=8; total time= 0.0s [CV] END ....criterion=gini, max_depth=4, min_samples_leaf=8; total time= 0.0s [CV] END ....criterion=gini, max_depth=4, min_samples_leaf=8; total time= 0.0s [CV] END ....criterion=gini, max_depth=4, min_samples_leaf=9; total time= 0.0s [CV] END ....criterion=gini, max_depth=4, min_samples_leaf=9; total time= 0.0s [CV] END ....criterion=gini, max_depth=4, min_samples_leaf=9; total time= 0.0s [CV] END ....criterion=gini, max_depth=4, min_samples_leaf=9; total time= 0.0s [CV] END ....criterion=gini, max_depth=4, min_samples_leaf=9; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=10; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=10; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=10; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=10; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=10; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=11; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=11; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=11; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=11; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=11; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=12; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=12; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=12; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=12; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=12; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=13; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=13; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=13; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=13; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=13; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=14; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=14; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=14; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=14; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=14; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=15; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=15; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=15; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=15; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=15; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=16; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=16; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=16; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=16; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=16; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=17; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=17; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=17; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=17; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=17; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=18; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=18; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=18; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=18; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=18; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=19; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=19; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=19; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=19; total time= 0.0s [CV] END ...criterion=gini, max_depth=4, min_samples_leaf=19; total time= 0.0s [CV] END ....criterion=gini, max_depth=5, min_samples_leaf=5; total time= 0.0s [CV] END ....criterion=gini, max_depth=5, min_samples_leaf=5; total time= 0.0s [CV] END ....criterion=gini, max_depth=5, min_samples_leaf=5; total time= 0.0s [CV] END ....criterion=gini, max_depth=5, min_samples_leaf=5; total time= 0.0s [CV] END ....criterion=gini, max_depth=5, min_samples_leaf=5; total time= 0.0s [CV] END ....criterion=gini, max_depth=5, min_samples_leaf=6; total time= 0.0s [CV] END ....criterion=gini, max_depth=5, min_samples_leaf=6; total time= 0.0s [CV] END ....criterion=gini, max_depth=5, min_samples_leaf=6; total time= 0.0s [CV] END ....criterion=gini, max_depth=5, min_samples_leaf=6; total time= 0.0s [CV] END ....criterion=gini, max_depth=5, min_samples_leaf=6; total time= 0.0s [CV] END ....criterion=gini, max_depth=5, min_samples_leaf=7; total time= 0.0s [CV] END ....criterion=gini, max_depth=5, min_samples_leaf=7; total time= 0.0s [CV] END ....criterion=gini, max_depth=5, min_samples_leaf=7; total time= 0.0s [CV] END ....criterion=gini, max_depth=5, min_samples_leaf=7; total time= 0.0s [CV] END ....criterion=gini, max_depth=5, min_samples_leaf=7; total time= 0.0s [CV] END ....criterion=gini, max_depth=5, min_samples_leaf=8; total time= 0.0s [CV] END ....criterion=gini, max_depth=5, min_samples_leaf=8; total time= 0.0s [CV] END ....criterion=gini, max_depth=5, min_samples_leaf=8; total time= 0.0s [CV] END ....criterion=gini, max_depth=5, min_samples_leaf=8; total time= 0.0s [CV] END ....criterion=gini, max_depth=5, min_samples_leaf=8; total time= 0.0s [CV] END ....criterion=gini, max_depth=5, min_samples_leaf=9; total time= 0.0s [CV] END ....criterion=gini, max_depth=5, min_samples_leaf=9; total time= 0.0s [CV] END ....criterion=gini, max_depth=5, min_samples_leaf=9; total time= 0.0s [CV] END ....criterion=gini, max_depth=5, min_samples_leaf=9; total time= 0.0s [CV] END ....criterion=gini, max_depth=5, min_samples_leaf=9; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=10; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=10; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=10; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=10; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=10; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=11; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=11; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=11; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=11; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=11; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=12; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=12; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=12; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=12; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=12; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=13; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=13; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=13; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=13; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=13; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=14; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=14; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=14; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=14; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=14; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=15; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=15; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=15; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=15; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=15; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=16; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=16; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=16; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=16; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=16; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=17; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=17; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=17; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=17; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=17; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=18; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=18; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=18; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=18; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=18; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=19; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=19; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=19; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=19; total time= 0.0s [CV] END ...criterion=gini, max_depth=5, min_samples_leaf=19; total time= 0.0s [CV] END ....criterion=gini, max_depth=6, min_samples_leaf=5; total time= 0.0s [CV] END ....criterion=gini, max_depth=6, min_samples_leaf=5; total time= 0.0s [CV] END ....criterion=gini, max_depth=6, min_samples_leaf=5; total time= 0.0s [CV] END ....criterion=gini, max_depth=6, min_samples_leaf=5; total time= 0.0s [CV] END ....criterion=gini, max_depth=6, min_samples_leaf=5; total time= 0.0s [CV] END ....criterion=gini, max_depth=6, min_samples_leaf=6; total time= 0.0s [CV] END ....criterion=gini, max_depth=6, min_samples_leaf=6; total time= 0.0s [CV] END ....criterion=gini, max_depth=6, min_samples_leaf=6; total time= 0.0s [CV] END ....criterion=gini, max_depth=6, min_samples_leaf=6; total time= 0.0s [CV] END ....criterion=gini, max_depth=6, min_samples_leaf=6; total time= 0.0s [CV] END ....criterion=gini, max_depth=6, min_samples_leaf=7; total time= 0.0s [CV] END ....criterion=gini, max_depth=6, min_samples_leaf=7; total time= 0.0s [CV] END ....criterion=gini, max_depth=6, min_samples_leaf=7; total time= 0.0s [CV] END ....criterion=gini, max_depth=6, min_samples_leaf=7; total time= 0.0s [CV] END ....criterion=gini, max_depth=6, min_samples_leaf=7; total time= 0.0s [CV] END ....criterion=gini, max_depth=6, min_samples_leaf=8; total time= 0.0s [CV] END ....criterion=gini, max_depth=6, min_samples_leaf=8; total time= 0.0s [CV] END ....criterion=gini, max_depth=6, min_samples_leaf=8; total time= 0.0s [CV] END ....criterion=gini, max_depth=6, min_samples_leaf=8; total time= 0.0s [CV] END ....criterion=gini, max_depth=6, min_samples_leaf=8; total time= 0.0s [CV] END ....criterion=gini, max_depth=6, min_samples_leaf=9; total time= 0.0s [CV] END ....criterion=gini, max_depth=6, min_samples_leaf=9; total time= 0.0s [CV] END ....criterion=gini, max_depth=6, min_samples_leaf=9; total time= 0.0s [CV] END ....criterion=gini, max_depth=6, min_samples_leaf=9; total time= 0.0s [CV] END ....criterion=gini, max_depth=6, min_samples_leaf=9; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=10; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=10; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=10; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=10; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=10; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=11; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=11; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=11; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=11; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=11; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=12; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=12; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=12; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=12; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=12; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=13; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=13; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=13; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=13; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=13; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=14; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=14; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=14; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=14; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=14; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=15; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=15; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=15; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=15; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=15; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=16; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=16; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=16; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=16; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=16; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=17; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=17; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=17; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=17; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=17; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=18; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=18; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=18; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=18; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=18; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=19; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=19; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=19; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=19; total time= 0.0s [CV] END ...criterion=gini, max_depth=6, min_samples_leaf=19; total time= 0.0s [CV] END ....criterion=gini, max_depth=7, min_samples_leaf=5; total time= 0.0s [CV] END ....criterion=gini, max_depth=7, min_samples_leaf=5; total time= 0.0s [CV] END ....criterion=gini, max_depth=7, min_samples_leaf=5; total time= 0.0s [CV] END ....criterion=gini, max_depth=7, min_samples_leaf=5; total time= 0.0s [CV] END ....criterion=gini, max_depth=7, min_samples_leaf=5; total time= 0.0s [CV] END ....criterion=gini, max_depth=7, min_samples_leaf=6; total time= 0.0s [CV] END ....criterion=gini, max_depth=7, min_samples_leaf=6; total time= 0.0s [CV] END ....criterion=gini, max_depth=7, min_samples_leaf=6; total time= 0.0s [CV] END ....criterion=gini, max_depth=7, min_samples_leaf=6; total time= 0.0s [CV] END ....criterion=gini, max_depth=7, min_samples_leaf=6; total time= 0.0s [CV] END ....criterion=gini, max_depth=7, min_samples_leaf=7; total time= 0.0s [CV] END ....criterion=gini, max_depth=7, min_samples_leaf=7; total time= 0.0s [CV] END ....criterion=gini, max_depth=7, min_samples_leaf=7; total time= 0.0s [CV] END ....criterion=gini, max_depth=7, min_samples_leaf=7; total time= 0.0s [CV] END ....criterion=gini, max_depth=7, min_samples_leaf=7; total time= 0.0s [CV] END ....criterion=gini, max_depth=7, min_samples_leaf=8; total time= 0.0s [CV] END ....criterion=gini, max_depth=7, min_samples_leaf=8; total time= 0.0s [CV] END ....criterion=gini, max_depth=7, min_samples_leaf=8; total time= 0.0s [CV] END ....criterion=gini, max_depth=7, min_samples_leaf=8; total time= 0.0s [CV] END ....criterion=gini, max_depth=7, min_samples_leaf=8; total time= 0.0s [CV] END ....criterion=gini, max_depth=7, min_samples_leaf=9; total time= 0.0s [CV] END ....criterion=gini, max_depth=7, min_samples_leaf=9; total time= 0.0s [CV] END ....criterion=gini, max_depth=7, min_samples_leaf=9; total time= 0.0s [CV] END ....criterion=gini, max_depth=7, min_samples_leaf=9; total time= 0.0s [CV] END ....criterion=gini, max_depth=7, min_samples_leaf=9; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=10; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=10; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=10; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=10; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=10; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=11; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=11; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=11; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=11; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=11; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=12; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=12; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=12; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=12; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=12; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=13; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=13; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=13; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=13; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=13; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=14; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=14; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=14; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=14; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=14; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=15; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=15; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=15; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=15; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=15; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=16; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=16; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=16; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=16; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=16; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=17; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=17; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=17; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=17; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=17; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=18; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=18; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=18; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=18; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=18; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=19; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=19; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=19; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=19; total time= 0.0s [CV] END ...criterion=gini, max_depth=7, min_samples_leaf=19; total time= 0.0s [CV] END ....criterion=gini, max_depth=8, min_samples_leaf=5; total time= 0.0s [CV] END ....criterion=gini, max_depth=8, min_samples_leaf=5; total time= 0.0s [CV] END ....criterion=gini, max_depth=8, min_samples_leaf=5; total time= 0.0s [CV] END ....criterion=gini, max_depth=8, min_samples_leaf=5; total time= 0.0s [CV] END ....criterion=gini, max_depth=8, min_samples_leaf=5; total time= 0.0s [CV] END ....criterion=gini, max_depth=8, min_samples_leaf=6; total time= 0.0s [CV] END ....criterion=gini, max_depth=8, min_samples_leaf=6; total time= 0.0s [CV] END ....criterion=gini, max_depth=8, min_samples_leaf=6; total time= 0.0s [CV] END ....criterion=gini, max_depth=8, min_samples_leaf=6; total time= 0.0s [CV] END ....criterion=gini, max_depth=8, min_samples_leaf=6; total time= 0.0s [CV] END ....criterion=gini, max_depth=8, min_samples_leaf=7; total time= 0.0s [CV] END ....criterion=gini, max_depth=8, min_samples_leaf=7; total time= 0.0s [CV] END ....criterion=gini, max_depth=8, min_samples_leaf=7; total time= 0.0s [CV] END ....criterion=gini, max_depth=8, min_samples_leaf=7; total time= 0.0s [CV] END ....criterion=gini, max_depth=8, min_samples_leaf=7; total time= 0.0s [CV] END ....criterion=gini, max_depth=8, min_samples_leaf=8; total time= 0.0s [CV] END ....criterion=gini, max_depth=8, min_samples_leaf=8; total time= 0.0s [CV] END ....criterion=gini, max_depth=8, min_samples_leaf=8; total time= 0.0s [CV] END ....criterion=gini, max_depth=8, min_samples_leaf=8; total time= 0.0s [CV] END ....criterion=gini, max_depth=8, min_samples_leaf=8; total time= 0.0s [CV] END ....criterion=gini, max_depth=8, min_samples_leaf=9; total time= 0.0s [CV] END ....criterion=gini, max_depth=8, min_samples_leaf=9; total time= 0.0s [CV] END ....criterion=gini, max_depth=8, min_samples_leaf=9; total time= 0.0s [CV] END ....criterion=gini, max_depth=8, min_samples_leaf=9; total time= 0.0s [CV] END ....criterion=gini, max_depth=8, min_samples_leaf=9; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=10; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=10; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=10; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=10; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=10; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=11; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=11; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=11; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=11; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=11; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=12; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=12; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=12; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=12; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=12; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=13; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=13; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=13; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=13; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=13; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=14; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=14; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=14; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=14; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=14; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=15; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=15; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=15; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=15; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=15; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=16; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=16; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=16; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=16; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=16; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=17; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=17; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=17; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=17; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=17; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=18; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=18; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=18; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=18; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=18; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=19; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=19; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=19; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=19; total time= 0.0s [CV] END ...criterion=gini, max_depth=8, min_samples_leaf=19; total time= 0.0s [CV] END ....criterion=gini, max_depth=9, min_samples_leaf=5; total time= 0.0s [CV] END ....criterion=gini, max_depth=9, min_samples_leaf=5; total time= 0.0s [CV] END ....criterion=gini, max_depth=9, min_samples_leaf=5; total time= 0.0s [CV] END ....criterion=gini, max_depth=9, min_samples_leaf=5; total time= 0.0s [CV] END ....criterion=gini, max_depth=9, min_samples_leaf=5; total time= 0.0s [CV] END ....criterion=gini, max_depth=9, min_samples_leaf=6; total time= 0.0s [CV] END ....criterion=gini, max_depth=9, min_samples_leaf=6; total time= 0.0s [CV] END ....criterion=gini, max_depth=9, min_samples_leaf=6; total time= 0.0s [CV] END ....criterion=gini, max_depth=9, min_samples_leaf=6; total time= 0.0s [CV] END ....criterion=gini, max_depth=9, min_samples_leaf=6; total time= 0.0s [CV] END ....criterion=gini, max_depth=9, min_samples_leaf=7; total time= 0.0s [CV] END ....criterion=gini, max_depth=9, min_samples_leaf=7; total time= 0.0s [CV] END ....criterion=gini, max_depth=9, min_samples_leaf=7; total time= 0.0s [CV] END ....criterion=gini, max_depth=9, min_samples_leaf=7; total time= 0.0s [CV] END ....criterion=gini, max_depth=9, min_samples_leaf=7; total time= 0.0s [CV] END ....criterion=gini, max_depth=9, min_samples_leaf=8; total time= 0.0s [CV] END ....criterion=gini, max_depth=9, min_samples_leaf=8; total time= 0.0s [CV] END ....criterion=gini, max_depth=9, min_samples_leaf=8; total time= 0.0s [CV] END ....criterion=gini, max_depth=9, min_samples_leaf=8; total time= 0.0s [CV] END ....criterion=gini, max_depth=9, min_samples_leaf=8; total time= 0.0s [CV] END ....criterion=gini, max_depth=9, min_samples_leaf=9; total time= 0.0s [CV] END ....criterion=gini, max_depth=9, min_samples_leaf=9; total time= 0.0s [CV] END ....criterion=gini, max_depth=9, min_samples_leaf=9; total time= 0.0s [CV] END ....criterion=gini, max_depth=9, min_samples_leaf=9; total time= 0.0s [CV] END ....criterion=gini, max_depth=9, min_samples_leaf=9; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=10; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=10; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=10; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=10; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=10; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=11; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=11; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=11; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=11; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=11; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=12; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=12; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=12; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=12; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=12; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=13; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=13; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=13; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=13; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=13; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=14; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=14; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=14; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=14; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=14; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=15; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=15; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=15; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=15; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=15; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=16; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=16; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=16; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=16; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=16; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=17; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=17; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=17; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=17; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=17; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=18; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=18; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=18; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=18; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=18; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=19; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=19; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=19; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=19; total time= 0.0s [CV] END ...criterion=gini, max_depth=9, min_samples_leaf=19; total time= 0.0s [CV] END ...criterion=gini, max_depth=10, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=10, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=10, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=10, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=10, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=10, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=10, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=10, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=10, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=10, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=10, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=10, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=10, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=10, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=10, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=10, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=10, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=10, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=10, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=10, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=10, min_samples_leaf=9; total time= 0.0s [CV] END ...criterion=gini, max_depth=10, min_samples_leaf=9; total time= 0.0s [CV] END ...criterion=gini, max_depth=10, min_samples_leaf=9; total time= 0.0s [CV] END ...criterion=gini, max_depth=10, min_samples_leaf=9; total time= 0.0s [CV] END ...criterion=gini, max_depth=10, min_samples_leaf=9; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=19; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=19; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=19; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=19; total time= 0.0s [CV] END ..criterion=gini, max_depth=10, min_samples_leaf=19; total time= 0.0s [CV] END ...criterion=gini, max_depth=11, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=11, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=11, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=11, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=11, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=11, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=11, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=11, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=11, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=11, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=11, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=11, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=11, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=11, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=11, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=11, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=11, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=11, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=11, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=11, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=11, min_samples_leaf=9; total time= 0.0s [CV] END ...criterion=gini, max_depth=11, min_samples_leaf=9; total time= 0.0s [CV] END ...criterion=gini, max_depth=11, min_samples_leaf=9; total time= 0.0s [CV] END ...criterion=gini, max_depth=11, min_samples_leaf=9; total time= 0.0s [CV] END ...criterion=gini, max_depth=11, min_samples_leaf=9; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=19; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=19; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=19; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=19; total time= 0.0s [CV] END ..criterion=gini, max_depth=11, min_samples_leaf=19; total time= 0.0s [CV] END ...criterion=gini, max_depth=12, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=12, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=12, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=12, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=12, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=12, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=12, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=12, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=12, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=12, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=12, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=12, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=12, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=12, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=12, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=12, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=12, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=12, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=12, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=12, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=12, min_samples_leaf=9; total time= 0.0s [CV] END ...criterion=gini, max_depth=12, min_samples_leaf=9; total time= 0.0s [CV] END ...criterion=gini, max_depth=12, min_samples_leaf=9; total time= 0.0s [CV] END ...criterion=gini, max_depth=12, min_samples_leaf=9; total time= 0.0s [CV] END ...criterion=gini, max_depth=12, min_samples_leaf=9; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=19; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=19; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=19; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=19; total time= 0.0s [CV] END ..criterion=gini, max_depth=12, min_samples_leaf=19; total time= 0.0s [CV] END ...criterion=gini, max_depth=13, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=13, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=13, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=13, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=13, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=13, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=13, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=13, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=13, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=13, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=13, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=13, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=13, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=13, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=13, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=13, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=13, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=13, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=13, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=13, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=13, min_samples_leaf=9; total time= 0.0s [CV] END ...criterion=gini, max_depth=13, min_samples_leaf=9; total time= 0.0s [CV] END ...criterion=gini, max_depth=13, min_samples_leaf=9; total time= 0.0s [CV] END ...criterion=gini, max_depth=13, min_samples_leaf=9; total time= 0.0s [CV] END ...criterion=gini, max_depth=13, min_samples_leaf=9; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=19; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=19; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=19; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=19; total time= 0.0s [CV] END ..criterion=gini, max_depth=13, min_samples_leaf=19; total time= 0.0s [CV] END ...criterion=gini, max_depth=14, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=14, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=14, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=14, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=14, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=14, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=14, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=14, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=14, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=14, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=14, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=14, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=14, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=14, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=14, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=14, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=14, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=14, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=14, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=14, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=14, min_samples_leaf=9; total time= 0.0s [CV] END ...criterion=gini, max_depth=14, min_samples_leaf=9; total time= 0.0s [CV] END ...criterion=gini, max_depth=14, min_samples_leaf=9; total time= 0.0s [CV] END ...criterion=gini, max_depth=14, min_samples_leaf=9; total time= 0.0s [CV] END ...criterion=gini, max_depth=14, min_samples_leaf=9; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=19; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=19; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=19; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=19; total time= 0.0s [CV] END ..criterion=gini, max_depth=14, min_samples_leaf=19; total time= 0.0s [CV] END ...criterion=gini, max_depth=15, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=15, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=15, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=15, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=15, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=15, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=15, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=15, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=15, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=15, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=15, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=15, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=15, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=15, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=15, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=15, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=15, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=15, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=15, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=15, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=15, min_samples_leaf=9; total time= 0.0s [CV] END ...criterion=gini, max_depth=15, min_samples_leaf=9; total time= 0.0s [CV] END ...criterion=gini, max_depth=15, min_samples_leaf=9; total time= 0.0s [CV] END ...criterion=gini, max_depth=15, min_samples_leaf=9; total time= 0.0s [CV] END ...criterion=gini, max_depth=15, min_samples_leaf=9; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=19; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=19; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=19; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=19; total time= 0.0s [CV] END ..criterion=gini, max_depth=15, min_samples_leaf=19; total time= 0.0s [CV] END ...criterion=gini, max_depth=16, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=16, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=16, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=16, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=16, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=16, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=16, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=16, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=16, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=16, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=16, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=16, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=16, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=16, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=16, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=16, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=16, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=16, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=16, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=16, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=16, min_samples_leaf=9; total time= 0.0s [CV] END ...criterion=gini, max_depth=16, min_samples_leaf=9; total time= 0.0s [CV] END ...criterion=gini, max_depth=16, min_samples_leaf=9; total time= 0.0s [CV] END ...criterion=gini, max_depth=16, min_samples_leaf=9; total time= 0.0s [CV] END ...criterion=gini, max_depth=16, min_samples_leaf=9; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=19; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=19; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=19; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=19; total time= 0.0s [CV] END ..criterion=gini, max_depth=16, min_samples_leaf=19; total time= 0.0s [CV] END ...criterion=gini, max_depth=17, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=17, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=17, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=17, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=17, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=17, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=17, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=17, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=17, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=17, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=17, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=17, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=17, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=17, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=17, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=17, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=17, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=17, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=17, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=17, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=17, min_samples_leaf=9; total time= 0.0s [CV] END ...criterion=gini, max_depth=17, min_samples_leaf=9; total time= 0.0s [CV] END ...criterion=gini, max_depth=17, min_samples_leaf=9; total time= 0.0s [CV] END ...criterion=gini, max_depth=17, min_samples_leaf=9; total time= 0.0s [CV] END ...criterion=gini, max_depth=17, min_samples_leaf=9; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=19; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=19; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=19; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=19; total time= 0.0s [CV] END ..criterion=gini, max_depth=17, min_samples_leaf=19; total time= 0.0s [CV] END ...criterion=gini, max_depth=18, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=18, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=18, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=18, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=18, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=18, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=18, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=18, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=18, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=18, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=18, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=18, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=18, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=18, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=18, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=18, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=18, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=18, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=18, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=18, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=18, min_samples_leaf=9; total time= 0.0s [CV] END ...criterion=gini, max_depth=18, min_samples_leaf=9; total time= 0.0s [CV] END ...criterion=gini, max_depth=18, min_samples_leaf=9; total time= 0.0s [CV] END ...criterion=gini, max_depth=18, min_samples_leaf=9; total time= 0.0s [CV] END ...criterion=gini, max_depth=18, min_samples_leaf=9; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=19; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=19; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=19; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=19; total time= 0.0s [CV] END ..criterion=gini, max_depth=18, min_samples_leaf=19; total time= 0.0s [CV] END ...criterion=gini, max_depth=19, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=19, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=19, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=19, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=19, min_samples_leaf=5; total time= 0.0s [CV] END ...criterion=gini, max_depth=19, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=19, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=19, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=19, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=19, min_samples_leaf=6; total time= 0.0s [CV] END ...criterion=gini, max_depth=19, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=19, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=19, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=19, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=19, min_samples_leaf=7; total time= 0.0s [CV] END ...criterion=gini, max_depth=19, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=19, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=19, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=19, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=19, min_samples_leaf=8; total time= 0.0s [CV] END ...criterion=gini, max_depth=19, min_samples_leaf=9; total time= 0.0s [CV] END ...criterion=gini, max_depth=19, min_samples_leaf=9; total time= 0.0s [CV] END ...criterion=gini, max_depth=19, min_samples_leaf=9; total time= 0.0s [CV] END ...criterion=gini, max_depth=19, min_samples_leaf=9; total time= 0.0s [CV] END ...criterion=gini, max_depth=19, min_samples_leaf=9; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=10; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=11; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=12; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=13; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=14; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=15; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=16; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=17; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=18; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=19; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=19; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=19; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=19; total time= 0.0s [CV] END ..criterion=gini, max_depth=19, min_samples_leaf=19; total time= 0.0s [CV] END .criterion=entropy, max_depth=2, min_samples_leaf=5; total time= 0.0s [CV] END .criterion=entropy, max_depth=2, min_samples_leaf=5; total time= 0.0s [CV] END .criterion=entropy, max_depth=2, min_samples_leaf=5; total time= 0.0s [CV] END .criterion=entropy, max_depth=2, min_samples_leaf=5; total time= 0.0s [CV] END .criterion=entropy, max_depth=2, min_samples_leaf=5; total time= 0.0s [CV] END .criterion=entropy, max_depth=2, min_samples_leaf=6; total time= 0.0s [CV] END .criterion=entropy, max_depth=2, min_samples_leaf=6; total time= 0.0s [CV] END .criterion=entropy, max_depth=2, min_samples_leaf=6; total time= 0.0s [CV] END .criterion=entropy, max_depth=2, min_samples_leaf=6; total time= 0.0s [CV] END .criterion=entropy, max_depth=2, min_samples_leaf=6; total time= 0.0s [CV] END .criterion=entropy, max_depth=2, min_samples_leaf=7; total time= 0.0s [CV] END .criterion=entropy, max_depth=2, min_samples_leaf=7; total time= 0.0s [CV] END .criterion=entropy, max_depth=2, min_samples_leaf=7; total time= 0.0s [CV] END .criterion=entropy, max_depth=2, min_samples_leaf=7; total time= 0.0s [CV] END .criterion=entropy, max_depth=2, min_samples_leaf=7; total time= 0.0s [CV] END .criterion=entropy, max_depth=2, min_samples_leaf=8; total time= 0.0s [CV] END .criterion=entropy, max_depth=2, min_samples_leaf=8; total time= 0.0s [CV] END .criterion=entropy, max_depth=2, min_samples_leaf=8; total time= 0.0s [CV] END .criterion=entropy, max_depth=2, min_samples_leaf=8; total time= 0.0s [CV] END .criterion=entropy, max_depth=2, min_samples_leaf=8; total time= 0.0s [CV] END .criterion=entropy, max_depth=2, min_samples_leaf=9; total time= 0.0s [CV] END .criterion=entropy, max_depth=2, min_samples_leaf=9; total time= 0.0s [CV] END .criterion=entropy, max_depth=2, min_samples_leaf=9; total time= 0.0s [CV] END .criterion=entropy, max_depth=2, min_samples_leaf=9; total time= 0.0s [CV] END .criterion=entropy, max_depth=2, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=2, min_samples_leaf=19; total time= 0.0s [CV] END .criterion=entropy, max_depth=3, min_samples_leaf=5; total time= 0.0s [CV] END .criterion=entropy, max_depth=3, min_samples_leaf=5; total time= 0.0s [CV] END .criterion=entropy, max_depth=3, min_samples_leaf=5; total time= 0.0s [CV] END .criterion=entropy, max_depth=3, min_samples_leaf=5; total time= 0.0s [CV] END .criterion=entropy, max_depth=3, min_samples_leaf=5; total time= 0.0s [CV] END .criterion=entropy, max_depth=3, min_samples_leaf=6; total time= 0.0s [CV] END .criterion=entropy, max_depth=3, min_samples_leaf=6; total time= 0.0s [CV] END .criterion=entropy, max_depth=3, min_samples_leaf=6; total time= 0.0s [CV] END .criterion=entropy, max_depth=3, min_samples_leaf=6; total time= 0.0s [CV] END .criterion=entropy, max_depth=3, min_samples_leaf=6; total time= 0.0s [CV] END .criterion=entropy, max_depth=3, min_samples_leaf=7; total time= 0.0s [CV] END .criterion=entropy, max_depth=3, min_samples_leaf=7; total time= 0.0s [CV] END .criterion=entropy, max_depth=3, min_samples_leaf=7; total time= 0.0s [CV] END .criterion=entropy, max_depth=3, min_samples_leaf=7; total time= 0.0s [CV] END .criterion=entropy, max_depth=3, min_samples_leaf=7; total time= 0.0s [CV] END .criterion=entropy, max_depth=3, min_samples_leaf=8; total time= 0.0s [CV] END .criterion=entropy, max_depth=3, min_samples_leaf=8; total time= 0.0s [CV] END .criterion=entropy, max_depth=3, min_samples_leaf=8; total time= 0.0s [CV] END .criterion=entropy, max_depth=3, min_samples_leaf=8; total time= 0.0s [CV] END .criterion=entropy, max_depth=3, min_samples_leaf=8; total time= 0.0s [CV] END .criterion=entropy, max_depth=3, min_samples_leaf=9; total time= 0.0s [CV] END .criterion=entropy, max_depth=3, min_samples_leaf=9; total time= 0.0s [CV] END .criterion=entropy, max_depth=3, min_samples_leaf=9; total time= 0.0s [CV] END .criterion=entropy, max_depth=3, min_samples_leaf=9; total time= 0.0s [CV] END .criterion=entropy, max_depth=3, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=3, min_samples_leaf=19; total time= 0.0s [CV] END .criterion=entropy, max_depth=4, min_samples_leaf=5; total time= 0.0s [CV] END .criterion=entropy, max_depth=4, min_samples_leaf=5; total time= 0.0s [CV] END .criterion=entropy, max_depth=4, min_samples_leaf=5; total time= 0.0s [CV] END .criterion=entropy, max_depth=4, min_samples_leaf=5; total time= 0.0s [CV] END .criterion=entropy, max_depth=4, min_samples_leaf=5; total time= 0.0s [CV] END .criterion=entropy, max_depth=4, min_samples_leaf=6; total time= 0.0s [CV] END .criterion=entropy, max_depth=4, min_samples_leaf=6; total time= 0.0s [CV] END .criterion=entropy, max_depth=4, min_samples_leaf=6; total time= 0.0s [CV] END .criterion=entropy, max_depth=4, min_samples_leaf=6; total time= 0.0s [CV] END .criterion=entropy, max_depth=4, min_samples_leaf=6; total time= 0.0s [CV] END .criterion=entropy, max_depth=4, min_samples_leaf=7; total time= 0.0s [CV] END .criterion=entropy, max_depth=4, min_samples_leaf=7; total time= 0.0s [CV] END .criterion=entropy, max_depth=4, min_samples_leaf=7; total time= 0.0s [CV] END .criterion=entropy, max_depth=4, min_samples_leaf=7; total time= 0.0s [CV] END .criterion=entropy, max_depth=4, min_samples_leaf=7; total time= 0.0s [CV] END .criterion=entropy, max_depth=4, min_samples_leaf=8; total time= 0.0s [CV] END .criterion=entropy, max_depth=4, min_samples_leaf=8; total time= 0.0s [CV] END .criterion=entropy, max_depth=4, min_samples_leaf=8; total time= 0.0s [CV] END .criterion=entropy, max_depth=4, min_samples_leaf=8; total time= 0.0s [CV] END .criterion=entropy, max_depth=4, min_samples_leaf=8; total time= 0.0s [CV] END .criterion=entropy, max_depth=4, min_samples_leaf=9; total time= 0.0s [CV] END .criterion=entropy, max_depth=4, min_samples_leaf=9; total time= 0.0s [CV] END .criterion=entropy, max_depth=4, min_samples_leaf=9; total time= 0.0s [CV] END .criterion=entropy, max_depth=4, min_samples_leaf=9; total time= 0.0s [CV] END .criterion=entropy, max_depth=4, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=4, min_samples_leaf=19; total time= 0.0s [CV] END .criterion=entropy, max_depth=5, min_samples_leaf=5; total time= 0.0s [CV] END .criterion=entropy, max_depth=5, min_samples_leaf=5; total time= 0.0s [CV] END .criterion=entropy, max_depth=5, min_samples_leaf=5; total time= 0.0s [CV] END .criterion=entropy, max_depth=5, min_samples_leaf=5; total time= 0.0s [CV] END .criterion=entropy, max_depth=5, min_samples_leaf=5; total time= 0.0s [CV] END .criterion=entropy, max_depth=5, min_samples_leaf=6; total time= 0.0s [CV] END .criterion=entropy, max_depth=5, min_samples_leaf=6; total time= 0.0s [CV] END .criterion=entropy, max_depth=5, min_samples_leaf=6; total time= 0.0s [CV] END .criterion=entropy, max_depth=5, min_samples_leaf=6; total time= 0.0s [CV] END .criterion=entropy, max_depth=5, min_samples_leaf=6; total time= 0.0s [CV] END .criterion=entropy, max_depth=5, min_samples_leaf=7; total time= 0.0s [CV] END .criterion=entropy, max_depth=5, min_samples_leaf=7; total time= 0.0s [CV] END .criterion=entropy, max_depth=5, min_samples_leaf=7; total time= 0.0s [CV] END .criterion=entropy, max_depth=5, min_samples_leaf=7; total time= 0.0s [CV] END .criterion=entropy, max_depth=5, min_samples_leaf=7; total time= 0.0s [CV] END .criterion=entropy, max_depth=5, min_samples_leaf=8; total time= 0.0s [CV] END .criterion=entropy, max_depth=5, min_samples_leaf=8; total time= 0.0s [CV] END .criterion=entropy, max_depth=5, min_samples_leaf=8; total time= 0.0s [CV] END .criterion=entropy, max_depth=5, min_samples_leaf=8; total time= 0.0s [CV] END .criterion=entropy, max_depth=5, min_samples_leaf=8; total time= 0.0s [CV] END .criterion=entropy, max_depth=5, min_samples_leaf=9; total time= 0.0s [CV] END .criterion=entropy, max_depth=5, min_samples_leaf=9; total time= 0.0s [CV] END .criterion=entropy, max_depth=5, min_samples_leaf=9; total time= 0.0s [CV] END .criterion=entropy, max_depth=5, min_samples_leaf=9; total time= 0.0s [CV] END .criterion=entropy, max_depth=5, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=5, min_samples_leaf=19; total time= 0.0s [CV] END .criterion=entropy, max_depth=6, min_samples_leaf=5; total time= 0.0s [CV] END .criterion=entropy, max_depth=6, min_samples_leaf=5; total time= 0.0s [CV] END .criterion=entropy, max_depth=6, min_samples_leaf=5; total time= 0.0s [CV] END .criterion=entropy, max_depth=6, min_samples_leaf=5; total time= 0.0s [CV] END .criterion=entropy, max_depth=6, min_samples_leaf=5; total time= 0.0s [CV] END .criterion=entropy, max_depth=6, min_samples_leaf=6; total time= 0.0s [CV] END .criterion=entropy, max_depth=6, min_samples_leaf=6; total time= 0.0s [CV] END .criterion=entropy, max_depth=6, min_samples_leaf=6; total time= 0.0s [CV] END .criterion=entropy, max_depth=6, min_samples_leaf=6; total time= 0.0s [CV] END .criterion=entropy, max_depth=6, min_samples_leaf=6; total time= 0.0s [CV] END .criterion=entropy, max_depth=6, min_samples_leaf=7; total time= 0.0s [CV] END .criterion=entropy, max_depth=6, min_samples_leaf=7; total time= 0.0s [CV] END .criterion=entropy, max_depth=6, min_samples_leaf=7; total time= 0.0s [CV] END .criterion=entropy, max_depth=6, min_samples_leaf=7; total time= 0.0s [CV] END .criterion=entropy, max_depth=6, min_samples_leaf=7; total time= 0.0s [CV] END .criterion=entropy, max_depth=6, min_samples_leaf=8; total time= 0.0s [CV] END .criterion=entropy, max_depth=6, min_samples_leaf=8; total time= 0.0s [CV] END .criterion=entropy, max_depth=6, min_samples_leaf=8; total time= 0.0s [CV] END .criterion=entropy, max_depth=6, min_samples_leaf=8; total time= 0.0s [CV] END .criterion=entropy, max_depth=6, min_samples_leaf=8; total time= 0.0s [CV] END .criterion=entropy, max_depth=6, min_samples_leaf=9; total time= 0.0s [CV] END .criterion=entropy, max_depth=6, min_samples_leaf=9; total time= 0.0s [CV] END .criterion=entropy, max_depth=6, min_samples_leaf=9; total time= 0.0s [CV] END .criterion=entropy, max_depth=6, min_samples_leaf=9; total time= 0.0s [CV] END .criterion=entropy, max_depth=6, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=6, min_samples_leaf=19; total time= 0.0s [CV] END .criterion=entropy, max_depth=7, min_samples_leaf=5; total time= 0.0s [CV] END .criterion=entropy, max_depth=7, min_samples_leaf=5; total time= 0.0s [CV] END .criterion=entropy, max_depth=7, min_samples_leaf=5; total time= 0.0s [CV] END .criterion=entropy, max_depth=7, min_samples_leaf=5; total time= 0.0s [CV] END .criterion=entropy, max_depth=7, min_samples_leaf=5; total time= 0.0s [CV] END .criterion=entropy, max_depth=7, min_samples_leaf=6; total time= 0.0s [CV] END .criterion=entropy, max_depth=7, min_samples_leaf=6; total time= 0.0s [CV] END .criterion=entropy, max_depth=7, min_samples_leaf=6; total time= 0.0s [CV] END .criterion=entropy, max_depth=7, min_samples_leaf=6; total time= 0.0s [CV] END .criterion=entropy, max_depth=7, min_samples_leaf=6; total time= 0.0s [CV] END .criterion=entropy, max_depth=7, min_samples_leaf=7; total time= 0.0s [CV] END .criterion=entropy, max_depth=7, min_samples_leaf=7; total time= 0.0s [CV] END .criterion=entropy, max_depth=7, min_samples_leaf=7; total time= 0.0s [CV] END .criterion=entropy, max_depth=7, min_samples_leaf=7; total time= 0.0s [CV] END .criterion=entropy, max_depth=7, min_samples_leaf=7; total time= 0.0s [CV] END .criterion=entropy, max_depth=7, min_samples_leaf=8; total time= 0.0s [CV] END .criterion=entropy, max_depth=7, min_samples_leaf=8; total time= 0.0s [CV] END .criterion=entropy, max_depth=7, min_samples_leaf=8; total time= 0.0s [CV] END .criterion=entropy, max_depth=7, min_samples_leaf=8; total time= 0.0s [CV] END .criterion=entropy, max_depth=7, min_samples_leaf=8; total time= 0.0s [CV] END .criterion=entropy, max_depth=7, min_samples_leaf=9; total time= 0.0s [CV] END .criterion=entropy, max_depth=7, min_samples_leaf=9; total time= 0.0s [CV] END .criterion=entropy, max_depth=7, min_samples_leaf=9; total time= 0.0s [CV] END .criterion=entropy, max_depth=7, min_samples_leaf=9; total time= 0.0s [CV] END .criterion=entropy, max_depth=7, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=7, min_samples_leaf=19; total time= 0.0s [CV] END .criterion=entropy, max_depth=8, min_samples_leaf=5; total time= 0.0s [CV] END .criterion=entropy, max_depth=8, min_samples_leaf=5; total time= 0.0s [CV] END .criterion=entropy, max_depth=8, min_samples_leaf=5; total time= 0.0s [CV] END .criterion=entropy, max_depth=8, min_samples_leaf=5; total time= 0.0s [CV] END .criterion=entropy, max_depth=8, min_samples_leaf=5; total time= 0.0s [CV] END .criterion=entropy, max_depth=8, min_samples_leaf=6; total time= 0.0s [CV] END .criterion=entropy, max_depth=8, min_samples_leaf=6; total time= 0.0s [CV] END .criterion=entropy, max_depth=8, min_samples_leaf=6; total time= 0.0s [CV] END .criterion=entropy, max_depth=8, min_samples_leaf=6; total time= 0.0s [CV] END .criterion=entropy, max_depth=8, min_samples_leaf=6; total time= 0.0s [CV] END .criterion=entropy, max_depth=8, min_samples_leaf=7; total time= 0.0s [CV] END .criterion=entropy, max_depth=8, min_samples_leaf=7; total time= 0.0s [CV] END .criterion=entropy, max_depth=8, min_samples_leaf=7; total time= 0.0s [CV] END .criterion=entropy, max_depth=8, min_samples_leaf=7; total time= 0.0s [CV] END .criterion=entropy, max_depth=8, min_samples_leaf=7; total time= 0.0s [CV] END .criterion=entropy, max_depth=8, min_samples_leaf=8; total time= 0.0s [CV] END .criterion=entropy, max_depth=8, min_samples_leaf=8; total time= 0.0s [CV] END .criterion=entropy, max_depth=8, min_samples_leaf=8; total time= 0.0s [CV] END .criterion=entropy, max_depth=8, min_samples_leaf=8; total time= 0.0s [CV] END .criterion=entropy, max_depth=8, min_samples_leaf=8; total time= 0.0s [CV] END .criterion=entropy, max_depth=8, min_samples_leaf=9; total time= 0.0s [CV] END .criterion=entropy, max_depth=8, min_samples_leaf=9; total time= 0.0s [CV] END .criterion=entropy, max_depth=8, min_samples_leaf=9; total time= 0.0s [CV] END .criterion=entropy, max_depth=8, min_samples_leaf=9; total time= 0.0s [CV] END .criterion=entropy, max_depth=8, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=8, min_samples_leaf=19; total time= 0.0s [CV] END .criterion=entropy, max_depth=9, min_samples_leaf=5; total time= 0.0s [CV] END .criterion=entropy, max_depth=9, min_samples_leaf=5; total time= 0.0s [CV] END .criterion=entropy, max_depth=9, min_samples_leaf=5; total time= 0.0s [CV] END .criterion=entropy, max_depth=9, min_samples_leaf=5; total time= 0.0s [CV] END .criterion=entropy, max_depth=9, min_samples_leaf=5; total time= 0.0s [CV] END .criterion=entropy, max_depth=9, min_samples_leaf=6; total time= 0.0s [CV] END .criterion=entropy, max_depth=9, min_samples_leaf=6; total time= 0.0s [CV] END .criterion=entropy, max_depth=9, min_samples_leaf=6; total time= 0.0s [CV] END .criterion=entropy, max_depth=9, min_samples_leaf=6; total time= 0.0s [CV] END .criterion=entropy, max_depth=9, min_samples_leaf=6; total time= 0.0s [CV] END .criterion=entropy, max_depth=9, min_samples_leaf=7; total time= 0.0s [CV] END .criterion=entropy, max_depth=9, min_samples_leaf=7; total time= 0.0s [CV] END .criterion=entropy, max_depth=9, min_samples_leaf=7; total time= 0.0s [CV] END .criterion=entropy, max_depth=9, min_samples_leaf=7; total time= 0.0s [CV] END .criterion=entropy, max_depth=9, min_samples_leaf=7; total time= 0.0s [CV] END .criterion=entropy, max_depth=9, min_samples_leaf=8; total time= 0.0s [CV] END .criterion=entropy, max_depth=9, min_samples_leaf=8; total time= 0.0s [CV] END .criterion=entropy, max_depth=9, min_samples_leaf=8; total time= 0.0s [CV] END .criterion=entropy, max_depth=9, min_samples_leaf=8; total time= 0.0s [CV] END .criterion=entropy, max_depth=9, min_samples_leaf=8; total time= 0.0s [CV] END .criterion=entropy, max_depth=9, min_samples_leaf=9; total time= 0.0s [CV] END .criterion=entropy, max_depth=9, min_samples_leaf=9; total time= 0.0s [CV] END .criterion=entropy, max_depth=9, min_samples_leaf=9; total time= 0.0s [CV] END .criterion=entropy, max_depth=9, min_samples_leaf=9; total time= 0.0s [CV] END .criterion=entropy, max_depth=9, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=9, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=10, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=11, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=12, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=13, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=14, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=15, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=16, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=17, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=18, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=5; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=6; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=7; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=8; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=9; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=10; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=11; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=12; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=13; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=14; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=15; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=16; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=17; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=18; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=19; total time= 0.0s [CV] END criterion=entropy, max_depth=19, min_samples_leaf=19; total time= 0.0s
GridSearchCV(estimator=DecisionTreeClassifier(),
param_grid={'criterion': ['gini', 'entropy'],
'max_depth': [2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,
14, 15, 16, 17, 18, 19],
'min_samples_leaf': [5, 6, 7, 8, 9, 10, 11, 12, 13, 14,
15, 16, 17, 18, 19]},
verbose=2)
b) Using the best parameters for the DT run the model and get the prediction.
grid.best_score_
0.8246344206974128
c) Compare the results of the models based on the metrics: precision, recall, accuracy, F-measure from steps 3.b and 4.b.
print('\n Classification Report For KNN \n \n', knn_class_report)
print('=' * 75)
print('\n Classification Report For SVM (Linear) \n \n', svm_class_report)
print('=' * 75)
print('\n Classification Report For Decision Tree before tunning \n \n', dt_class_report)
Classification Report For KNN
precision recall f1-score support
0 0.67 0.92 0.78 116
1 0.92 0.67 0.77 156
accuracy 0.78 272
macro avg 0.80 0.79 0.78 272
weighted avg 0.81 0.78 0.78 272
===========================================================================
Classification Report For SVM (Linear)
precision recall f1-score support
0 0.88 0.92 0.90 116
1 0.94 0.90 0.92 156
accuracy 0.91 272
macro avg 0.91 0.91 0.91 272
weighted avg 0.91 0.91 0.91 272
===========================================================================
Classification Report For Decision Tree before tunning
precision recall f1-score support
0 0.74 0.78 0.76 116
1 0.83 0.79 0.81 156
accuracy 0.79 272
macro avg 0.78 0.79 0.78 272
weighted avg 0.79 0.79 0.79 272
Observation:
The accuracy results of four machine learning models are as follows:
Upon comparing the classification reports of all three models, it can be concluded that the SVM model is the most suitable for this problem due to its highest accuracy of 91%.
d) Plot the ROC graph for each model and compare the performance for each one (3.b and 4.b)
KNN ROC Graph
fig, ax = plt.subplots(figsize=(8, 6))
plot_roc_curve(knn, x_test, y_test, ax=ax)
ax.set_title('ROC Curve for KNN Model')
plt.show()
SVM ROC Graph
fig, ax = plt.subplots(figsize=(8, 6))
plot_roc_curve(SVM,x_test, y_test, ax=ax)
ax.set_title('ROC Curve for SVM Model')
plt.show()
Decision Tree ROC Graph
fig, ax = plt.subplots(figsize=(8, 6))
plot_roc_curve(DTC, x_test, y_test, ax=ax)
ax.set_title('ROC Curve for DTC Model')
plt.show()
e) Explain which is the best model according to each criterion from 4.c) and 4.d).
Observation:
The accuracy results and ROC AUC scores of three machine learning models for forecasting the presence of heart disease are as follows:
After comparing the classification reports and ROC AUC scores of all three models, it can be concluded that the SVM model is the most suitable for forecasting the presence of heart disease due to its highest accuracy of 91% and ROC AUC score of 0.94.
Conclusion: In this project, we explored the performance of three machine learning models - KNN, SVM, and DTC - for predicting the presence of heart disease based on a given set of features. We used classification accuracy and ROC AUC score as performance metrics for these models. After comparing the classification reports and ROC AUC scores of all three models, we found that SVM outperformed the other models, achieving an accuracy of 91% and an ROC AUC score of 0.94. This indicates that SVM is the most suitable model for predicting the presence of heart disease in this dataset. Overall, this project demonstrates the potential of machine learning algorithms for accurate and efficient diagnosis of heart disease, which can contribute to the development of more effective healthcare strategies and treatment plans.